{"id":"W2085158772","doi":"10.2355/isijinternational.53.145","title":"The Critical Strain for Dynamic Transformation in Hot Deformed Austenite","year":2013,"lang":"en","type":"article","venue":"ISIJ International","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; ArcelorMittal","keywords":"Maxima and minima; Dynamic recrystallization; Austenite; Softening; Materials science; Torsion (gastropod); Nucleation; Work hardening; Mathematics; Crystallography; Thermodynamics; Mathematical analysis; Physics; Metallurgy; Chemistry; Hot working; Composite material; Microstructure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001223414,0.00005719156,0.00004906033,0.00004725139,0.00004007083,0.00006952615,0.0001115973,0.00003662463,0.0002293148],"category_scores_gemma":[0.0000523252,0.00004300153,0.00003172822,0.00002653068,0.00001850013,0.0003883358,0.000005344451,0.00005440129,0.00006575971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005259896,"about_ca_system_score_gemma":0.000005742845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001110711,"about_ca_topic_score_gemma":0.00007775896,"domain_scores_codex":[0.9995451,0.000005523051,0.0001790683,0.00004819515,0.00008784713,0.0001342448],"domain_scores_gemma":[0.9997883,0.00009901114,0.000008568231,0.00004453117,0.00003833168,0.00002128259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000242268,0.00009121316,0.00009562494,0.0003316558,0.0002201419,0.000005305064,0.003460464,0.01800374,0.1381963,0.5707296,0.001399246,0.2672244],"study_design_scores_gemma":[0.0008885843,0.00003701718,0.008670908,0.00005593794,0.000008477437,0.00001967032,0.0003900949,0.9164774,0.003327428,0.02499308,0.04489278,0.0002385695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.905992,0.00004572144,0.07827353,0.001527503,0.003174376,0.0005085823,0.00007142976,0.000120018,0.01028686],"genre_scores_gemma":[0.9989355,0.00001834264,0.0006063775,0.00003251122,0.00005495095,0.0001266421,0.00004718768,0.000008632744,0.000169914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8984737,"threshold_uncertainty_score":0.2510836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00831358596187738,"score_gpt":0.2575602555785766,"score_spread":0.2492466696166993,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}